Intelligent Career Advisor: Using NLP to Understand and Guide Career Paths A Review

Intelligent Career Advisor: Using NLP to Understand and Guide Career Paths A Review

Ashutosh Sharma and Dr. Rajbala Simon

Amity Institute of Information

Technology

Amity University Uttar Pradesh, Noida,

India ashutoshsharmaofc@gmail.com, rsimon@amity.edu

Abstract— Worldwide, the majority of students have difficulty identifying a career path following their completion of upper secondary school. Students frequently wonder what they will do after the 12th grade as they progress through the phases, which leads to a lot of uncertainty and second-guessing. In the recommended automated career counseling system, a student's academic journey becomes a critical component in guiding them towards a suitable professional path. The system effectively evaluates the student's entire profile by entering their tenth-grade test results and providing details about their extracurricular activities. The risk of academic misalignment is reduced and the risk of making bad professional decisions is raised by adopting a holistic approach. According on the student's academic standing and extracurricular activities, the system then generates personalized recommendations, encouraging a more informed and tailored approach to career advising.

Keywords—Career Counseling, Classification, K Nearest Neighbor, Machine Learning Algorithms, Support Vector Machine.